{"id":"W7131856387","doi":"10.5376/jvr.2024.14.0016","title":"Strategies for Antigen Design in Universal Influenza Vaccine Development","year":2024,"lang":"","type":"article","venue":"Journal of Vaccine Research","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Antigen; Influenza vaccine; Vaccination; Immunogenicity; Antibody; Immune system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02453802,0.000638429,0.001664192,0.006543823,0.0005545503,0.0007209132,0.001125293,0.0004215449,0.0006771471],"category_scores_gemma":[0.003895141,0.0005062095,0.0004347317,0.003823365,0.0001506135,0.001510815,0.000640889,0.004254924,0.0002068939],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002958408,"about_ca_system_score_gemma":0.019037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001185149,"about_ca_topic_score_gemma":0.0001059001,"domain_scores_codex":[0.9889418,0.001404505,0.002864439,0.0007549022,0.003475345,0.002559022],"domain_scores_gemma":[0.9874164,0.00542827,0.0003519282,0.0005444821,0.005459573,0.0007993709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08873006,0.004421294,0.03294706,0.02086361,0.01400763,0.02306397,0.05342279,0.009208009,0.07169713,0.00845562,0.3851885,0.2879943],"study_design_scores_gemma":[0.02738488,0.01316013,0.05488131,0.01716078,0.0003648767,0.0006171018,0.04104954,0.01133972,0.02032673,0.004060662,0.808489,0.001165222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5917291,0.3641099,0.01960919,0.01265108,0.002098768,0.007279589,0.0000523782,0.00008778864,0.002382226],"genre_scores_gemma":[0.9383553,0.03892817,0.01545897,0.0002476424,0.003933401,0.000134196,0.000007075402,0.0002913839,0.002643838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4233005,"threshold_uncertainty_score":0.9997389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3190844761305751,"score_gpt":0.5106355460023038,"score_spread":0.1915510698717287,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}